So speaking about due diligence, and I'm really hoping that maybe you both can give some examples of what's cropped up in your practice areas over the last six to 12 months in terms of where that is sort of leaking in and some examples of how that is manifesting in terms of a due diligence process.

Well, In the due diligence process, for example, with a number of apparel companies, we have a number of licenses.

So in terms of due diligence, we'll have our AI agents review the license agreements, pull out key terms, and give us an overview.

And we'll review that to make sure that the agent didn't make any mistakes.

we've been using that as a tool in terms of the diligence process, just reviewing stuff.

When we're actually taking a look at the IP issues that have arisen and have been provided to us, we tend to ask now, was AI used in any development of the source code in any software? So did you vibe code? What kind of How did you use AI to create what you have in terms of the assets? Have you used AI in creation of any copyrights of any patents? Trademarks are a little different just because AI doesn't really come into that much of an issue with trademarks, but copyrights and patents definitely does.

So we're looking at it in various aspects as Jonathan stated earlier.

What kind of issues does that create for you?